Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "109"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 109 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 75 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 73 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 109, Node N10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459891 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.370406 12.231998 0.100755 10.940511 -0.189974 10.280217 0.048996 2.019796 0.6788 0.0349 0.4750 nan nan
2459890 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.262535 12.403159 0.431363 13.037478 -0.309498 9.132389 0.114336 0.791383 0.6862 0.0351 0.4705 nan nan
2459889 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.397114 14.120582 -0.020521 10.541833 -0.566329 12.964416 1.303454 3.470934 0.6916 0.0381 0.4745 nan nan
2459888 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.229354 11.779661 0.420083 12.273731 0.320017 11.773846 0.368498 2.591064 0.7101 0.0369 0.4852 nan nan
2459887 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.124239 12.588796 0.572885 12.172368 0.135055 10.288283 1.157438 1.774548 0.6937 0.0360 0.4788 nan nan
2459886 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.299376 17.096088 0.451275 10.711549 0.456529 8.070054 0.551418 2.144648 0.7716 0.0427 0.5014 nan nan
2459885 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.092770 20.699620 1.496510 61.789549 -0.452023 19.335578 0.948118 11.964826 0.7433 0.0354 0.4438 nan nan
2459884 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459883 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.049451 16.578836 1.886434 55.733011 -0.219792 10.749869 3.773572 5.584676 0.6939 0.0368 0.4644 nan nan
2459882 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.629916 27.040676 1.770586 62.592841 -0.384337 15.187954 3.734258 2.818559 0.6995 0.0386 0.4665 nan nan
2459881 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.697949 15.376669 1.850404 71.248010 -0.819526 30.477659 1.886544 16.851785 0.7354 0.0424 0.4616 nan nan
2459880 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.405919 18.750419 2.623720 58.567702 -0.434782 9.211982 4.582235 2.170671 0.6914 0.0346 0.4662 nan nan
2459879 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.607882 9.923461 0.514876 10.675206 0.087924 1.926393 -0.091359 2.358138 0.6779 0.0330 0.4210 nan nan
2459878 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.136705 16.760173 2.914564 70.879868 -0.258644 15.687952 0.894290 7.339588 0.6840 0.0372 0.4016 nan nan
2459876 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.122675 18.947655 1.712049 52.010443 -0.487621 43.980667 2.970914 6.676863 0.7037 0.0360 0.4409 nan nan
2459875 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.713783 20.292882 2.061243 67.467572 -0.799647 20.600655 0.954887 8.986285 0.7169 0.0361 0.4376 nan nan
2459874 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459873 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.666642 21.231805 0.993259 45.779616 -0.860901 11.187411 0.540767 2.279104 0.7084 0.0373 0.4735 nan nan
2459872 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.776653 18.830219 0.894047 58.728245 -0.753222 31.409151 -0.036638 2.828887 0.7002 0.0327 0.4256 nan nan
2459871 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.643862 15.436156 1.734948 62.791920 -0.942051 25.972618 0.245666 1.451542 0.7081 0.0341 0.4318 nan nan
2459870 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.175812 25.425267 1.370022 47.472312 -0.458790 17.903935 0.267078 4.721014 0.7133 0.0347 0.4896 nan nan
2459869 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.577171 20.329675 1.484581 47.188873 -0.692103 22.976358 -0.125178 5.480149 0.7279 0.0362 0.4884 nan nan
2459868 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459867 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.490810 16.765589 1.335018 56.453364 -0.915749 9.885551 0.010725 2.827207 0.7152 0.0365 0.4940 nan nan
2459866 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.086496 19.080512 1.582821 53.417647 -0.722481 11.033231 0.145816 1.212137 0.7148 0.0392 0.4944 nan nan
2459865 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.114231 21.257402 6.828723 64.942374 -0.441143 23.979571 2.485624 12.847290 0.7357 0.0328 0.4415 nan nan
2459864 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.564455 26.114344 -0.534700 26.569637 -0.637947 13.387348 1.572991 5.499991 0.7119 0.0331 0.5059 nan nan
2459863 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.112159 15.683970 -0.010771 8.557921 0.091161 5.082247 0.594748 2.138400 0.7060 0.0338 0.4957 nan nan
2459862 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.259039 15.919094 -1.255114 30.456135 -0.904714 18.989842 0.756042 1.527741 0.6924 0.0367 0.4661 nan nan
2459861 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.223471 11.765827 0.078943 8.809840 0.263129 3.192744 0.690754 1.881958 0.7165 0.0329 0.4819 nan nan
2459860 digital_ok 100.00% 0.00% 100.00% 0.00% - - -1.231177 13.062916 -0.787711 25.502418 -0.904178 21.615443 0.273870 1.524027 0.7263 0.0334 0.5083 nan nan
2459859 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.841071 11.057856 0.137573 9.485110 0.401915 2.777466 1.910335 0.854928 0.7289 0.0354 0.5155 nan nan
2459858 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.939234 11.735119 0.096041 9.714299 0.892694 2.870088 3.096850 1.947421 0.7386 0.0348 0.5198 3.420837 1.208875
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.950561 6.485447 0.290051 1.129449 -0.235564 1.970703 0.265177 6.098544 0.0278 0.0240 0.0017 nan nan
2459856 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.324992 17.854180 -0.661931 23.899914 -1.282992 12.075213 -0.460945 2.767390 0.7340 0.0377 0.5098 3.129940 1.217149
2459855 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.445163 17.539160 -0.961060 24.665408 -0.081378 4.323905 0.301224 1.544333 0.7095 0.0365 0.4949 2.953377 1.232354
2459854 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.484334 15.803877 -0.818680 18.819167 -0.473916 4.291988 0.910914 4.084618 0.7351 0.0378 0.5143 3.181031 1.203674
2459853 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.759131 15.603088 -0.701080 26.141594 0.028657 10.852371 0.763184 3.080718 0.7520 0.0387 0.5349 4.016515 1.243241
2459852 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -1.244722 16.204088 -0.145749 27.323651 -0.180435 19.806004 -0.658077 16.474151 0.8476 0.0396 0.4955 5.021556 1.181651
2459851 digital_ok 100.00% 0.00% 91.30% 0.00% 100.00% 0.00% -0.407214 20.947315 -0.287285 29.249028 0.161812 43.512238 0.723526 20.718254 0.7650 0.0825 0.4762 3.877890 1.202535
2459850 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.878108 18.596881 -0.646098 24.333174 -0.146163 19.831648 0.258370 15.954495 0.7551 0.0452 0.4787 3.779687 1.276341
2459849 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.452333 17.009455 -0.181863 48.161446 -0.610753 12.842130 0.133070 5.281036 0.7547 0.0412 0.4710 4.150101 1.212112
2459848 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.203058 15.217537 0.593498 31.137511 0.133160 21.772941 -0.303940 2.481119 0.7391 0.0406 0.4765 3.841559 1.244498
2459847 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.315277 17.610948 0.915393 29.354200 -0.381545 28.393747 -0.139985 0.471237 0.7360 0.0339 0.5062 3.845858 1.268205
2459845 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.614112 19.452638 0.729516 40.264456 -0.204533 16.551647 1.185537 0.510105 0.7639 0.0457 0.5186 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.330661 15.460425 -0.880105 5.020512 0.384747 1.866733 0.675409 5.007849 0.0277 0.0239 0.0017 nan nan
2459843 digital_ok 100.00% 0.66% 100.00% 0.00% 100.00% 0.00% 0.536557 18.832104 -0.791405 19.877993 -1.081288 71.065342 0.411311 0.205787 0.7621 0.0397 0.5115 6.084143 1.406781
2459842 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.275992 13.011055 -0.119217 9.743244 0.145801 -0.674238 -0.041888 0.266163 0.7684 0.0354 0.4655 5.716460 1.282109
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.063289 16.167669 -0.458133 3.375338 0.178580 2.805329 1.317490 1.514526 0.0272 0.0237 0.0019 nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.900478 0.134596 -0.046888 -1.659686 1.022786 -0.614660 0.488936 -1.022406 0.0265 0.0236 0.0018 nan nan
2459839 digital_ok 0.00% - - - - - 0.559337 1.373236 -0.290400 0.901489 -0.218249 -1.149014 0.422110 -1.864521 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 332.707608 332.895689 inf inf 12096.394933 11936.834493 8056.773851 7883.789311 nan nan nan 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0380 0.0484 0.0027 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.840910 -0.611411 -0.031276 -1.127335 -0.005665 -0.279339 -0.766062 -0.891921 0.0348 0.0354 0.0010 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.796426 -0.399366 -0.563130 -0.516481 0.362877 0.554625 -0.028196 -0.667642 0.0329 0.0339 0.0009 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.097921 0.409664 0.042781 0.399700 1.336038 -0.686722 2.682357 0.549105 0.7473 0.4707 0.5553 1.569230 1.515758
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.414179 1.221504 -0.217172 1.088131 -0.522044 -1.498029 0.229417 -1.282522 0.0515 0.0368 0.0024 nan nan
2459830 digital_ok 0.00% 0.00% 2.69% 0.00% 2.63% 0.00% -1.044249 0.186808 0.144322 0.762188 0.631555 1.146296 -0.269508 -0.397857 0.7451 0.4584 0.5557 1.693811 1.576328
2459829 digital_ok 0.00% 0.00% 0.00% 0.00% 0.65% 99.35% 0.980410 -0.070953 -0.312226 0.708690 -0.937996 -1.095363 -0.468835 -0.605490 0.6845 0.5916 0.4207 14.892859 14.887592
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.158162 0.516605 -0.279096 0.789499 -0.647754 0.606927 -0.663599 0.193819 0.7419 0.4817 0.5336 1.941254 1.806998
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.558301 0.118593 0.396370 0.832868 -0.299683 -0.558419 0.274565 1.240673 0.6968 0.6051 0.4178 1.567591 1.422756
2459826 digital_ok 0.00% 16.13% 16.13% 0.00% 15.79% 0.00% -0.835091 -0.007480 0.740172 0.612190 -1.033502 0.393463 -1.020567 -0.290278 0.6628 0.4535 0.4501 1.549987 1.250815
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.878918 0.340045 -0.045965 0.794073 -0.311930 -0.356912 0.258265 -0.028627 0.0851 0.0780 0.0159 0.000000 0.000000
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.735342 0.103254 -0.215338 1.084964 -0.732753 -0.452963 -0.286730 -0.539648 0.0880 0.0818 0.0193 0.000000 0.000000
2459823 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.990560 0.565278 0.793331 0.752447 -0.700674 1.854382 -0.495024 1.274363 0.0847 0.0794 0.0208 0.000000 0.000000
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.415237 1.154458 0.333437 0.803908 -0.515048 -0.051364 4.132036 0.501268 0.0826 0.0877 0.0160 0.000000 0.000000
2459821 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.395479 0.207507 0.156551 0.522784 -0.329551 0.467607 1.594097 -0.429207 0.0783 0.0757 0.0175 0.928684 0.940439
2459820 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.749923 0.588695 0.180820 0.812174 -0.417933 -0.819227 1.456128 0.195629 0.0779 0.0769 0.0147 0.000000 0.000000
2459817 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.763024 0.959486 -0.103191 0.355583 -0.678477 0.361199 0.490988 0.439564 0.0767 0.0781 0.0137 0.000000 0.000000
2459816 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.898271 0.445945 0.394811 1.150407 -0.867756 1.134557 -0.792197 -0.006513 0.0659 0.0793 0.0166 1.429166 1.370774
2459815 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.721976 0.417380 0.020255 0.983664 -1.093266 1.162364 -0.804363 0.011804 0.0819 0.0792 0.0149 1.407782 1.405488
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.506203 0.307774 -0.226576 -0.150362 -1.254363 -0.543180 0.850318 0.185144 0.1187 0.1091 0.0275 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 109: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 12.231998 -1.370406 12.231998 0.100755 10.940511 -0.189974 10.280217 0.048996 2.019796

Antenna 109: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 13.037478 12.403159 -1.262535 13.037478 0.431363 9.132389 -0.309498 0.791383 0.114336

Antenna 109: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 14.120582 -1.397114 14.120582 -0.020521 10.541833 -0.566329 12.964416 1.303454 3.470934

Antenna 109: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 12.273731 11.779661 -1.229354 12.273731 0.420083 11.773846 0.320017 2.591064 0.368498

Antenna 109: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 12.588796 12.588796 -1.124239 12.172368 0.572885 10.288283 0.135055 1.774548 1.157438

Antenna 109: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 17.096088 -1.299376 17.096088 0.451275 10.711549 0.456529 8.070054 0.551418 2.144648

Antenna 109: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 61.789549 20.699620 -1.092770 61.789549 1.496510 19.335578 -0.452023 11.964826 0.948118

Antenna 109: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 109: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 55.733011 16.578836 0.049451 55.733011 1.886434 10.749869 -0.219792 5.584676 3.773572

Antenna 109: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 62.592841 27.040676 -0.629916 62.592841 1.770586 15.187954 -0.384337 2.818559 3.734258

Antenna 109: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 71.248010 15.376669 -0.697949 71.248010 1.850404 30.477659 -0.819526 16.851785 1.886544

Antenna 109: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 58.567702 18.750419 -0.405919 58.567702 2.623720 9.211982 -0.434782 2.170671 4.582235

Antenna 109: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 10.675206 9.923461 -0.607882 10.675206 0.514876 1.926393 0.087924 2.358138 -0.091359

Antenna 109: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 70.879868 16.760173 -0.136705 70.879868 2.914564 15.687952 -0.258644 7.339588 0.894290

Antenna 109: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 52.010443 0.122675 18.947655 1.712049 52.010443 -0.487621 43.980667 2.970914 6.676863

Antenna 109: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 67.467572 -0.713783 20.292882 2.061243 67.467572 -0.799647 20.600655 0.954887 8.986285

Antenna 109: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 109: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 45.779616 -0.666642 21.231805 0.993259 45.779616 -0.860901 11.187411 0.540767 2.279104

Antenna 109: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 58.728245 18.830219 -0.776653 58.728245 0.894047 31.409151 -0.753222 2.828887 -0.036638

Antenna 109: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 62.791920 15.436156 -0.643862 62.791920 1.734948 25.972618 -0.942051 1.451542 0.245666

Antenna 109: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 47.472312 0.175812 25.425267 1.370022 47.472312 -0.458790 17.903935 0.267078 4.721014

Antenna 109: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 47.188873 -0.577171 20.329675 1.484581 47.188873 -0.692103 22.976358 -0.125178 5.480149

Antenna 109: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 109: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 56.453364 -0.490810 16.765589 1.335018 56.453364 -0.915749 9.885551 0.010725 2.827207

Antenna 109: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 53.417647 19.080512 -0.086496 53.417647 1.582821 11.033231 -0.722481 1.212137 0.145816

Antenna 109: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 64.942374 0.114231 21.257402 6.828723 64.942374 -0.441143 23.979571 2.485624 12.847290

Antenna 109: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 26.569637 26.114344 -0.564455 26.569637 -0.534700 13.387348 -0.637947 5.499991 1.572991

Antenna 109: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 15.683970 -1.112159 15.683970 -0.010771 8.557921 0.091161 5.082247 0.594748 2.138400

Antenna 109: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 30.456135 -1.259039 15.919094 -1.255114 30.456135 -0.904714 18.989842 0.756042 1.527741

Antenna 109: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 11.765827 11.765827 -1.223471 8.809840 0.078943 3.192744 0.263129 1.881958 0.690754

Antenna 109: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 25.502418 -1.231177 13.062916 -0.787711 25.502418 -0.904178 21.615443 0.273870 1.524027

Antenna 109: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 11.057856 -0.841071 11.057856 0.137573 9.485110 0.401915 2.777466 1.910335 0.854928

Antenna 109: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 11.735119 11.735119 -0.939234 9.714299 0.096041 2.870088 0.892694 1.947421 3.096850

Antenna 109: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 6.485447 6.485447 -0.950561 1.129449 0.290051 1.970703 -0.235564 6.098544 0.265177

Antenna 109: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 23.899914 -0.324992 17.854180 -0.661931 23.899914 -1.282992 12.075213 -0.460945 2.767390

Antenna 109: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 24.665408 17.539160 -0.445163 24.665408 -0.961060 4.323905 -0.081378 1.544333 0.301224

Antenna 109: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 18.819167 15.803877 -0.484334 18.819167 -0.818680 4.291988 -0.473916 4.084618 0.910914

Antenna 109: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 26.141594 15.603088 -0.759131 26.141594 -0.701080 10.852371 0.028657 3.080718 0.763184

Antenna 109: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 27.323651 -1.244722 16.204088 -0.145749 27.323651 -0.180435 19.806004 -0.658077 16.474151

Antenna 109: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Temporal Variability 43.512238 -0.407214 20.947315 -0.287285 29.249028 0.161812 43.512238 0.723526 20.718254

Antenna 109: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 24.333174 -0.878108 18.596881 -0.646098 24.333174 -0.146163 19.831648 0.258370 15.954495

Antenna 109: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 48.161446 -0.452333 17.009455 -0.181863 48.161446 -0.610753 12.842130 0.133070 5.281036

Antenna 109: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 31.137511 15.217537 0.203058 31.137511 0.593498 21.772941 0.133160 2.481119 -0.303940

Antenna 109: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 29.354200 17.610948 -0.315277 29.354200 0.915393 28.393747 -0.381545 0.471237 -0.139985

Antenna 109: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 40.264456 19.452638 0.614112 40.264456 0.729516 16.551647 -0.204533 0.510105 1.185537

Antenna 109: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 15.460425 0.330661 15.460425 -0.880105 5.020512 0.384747 1.866733 0.675409 5.007849

Antenna 109: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Temporal Variability 71.065342 18.832104 0.536557 19.877993 -0.791405 71.065342 -1.081288 0.205787 0.411311

Antenna 109: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 13.011055 0.275992 13.011055 -0.119217 9.743244 0.145801 -0.674238 -0.041888 0.266163

Antenna 109: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 16.167669 1.063289 16.167669 -0.458133 3.375338 0.178580 2.805329 1.317490 1.514526

Antenna 109: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Temporal Variability 1.022786 -0.900478 0.134596 -0.046888 -1.659686 1.022786 -0.614660 0.488936 -1.022406

Antenna 109: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 1.373236 1.373236 0.559337 0.901489 -0.290400 -1.149014 -0.218249 -1.864521 0.422110

Antenna 109: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power inf 332.895689 332.707608 inf inf 11936.834493 12096.394933 7883.789311 8056.773851

Antenna 109: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Shape 0.840910 -0.611411 0.840910 -1.127335 -0.031276 -0.279339 -0.005665 -0.891921 -0.766062

Antenna 109: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Shape 0.796426 -0.399366 0.796426 -0.516481 -0.563130 0.554625 0.362877 -0.667642 -0.028196

Antenna 109: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Temporal Discontinuties 2.682357 0.097921 0.409664 0.042781 0.399700 1.336038 -0.686722 2.682357 0.549105

Antenna 109: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 1.221504 0.414179 1.221504 -0.217172 1.088131 -0.522044 -1.498029 0.229417 -1.282522

Antenna 109: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Temporal Variability 1.146296 -1.044249 0.186808 0.144322 0.762188 0.631555 1.146296 -0.269508 -0.397857

Antenna 109: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Shape 0.980410 -0.070953 0.980410 0.708690 -0.312226 -1.095363 -0.937996 -0.605490 -0.468835

Antenna 109: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 0.789499 0.516605 -0.158162 0.789499 -0.279096 0.606927 -0.647754 0.193819 -0.663599

Antenna 109: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Temporal Discontinuties 1.240673 -0.558301 0.118593 0.396370 0.832868 -0.299683 -0.558419 0.274565 1.240673

Antenna 109: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Power 0.740172 -0.007480 -0.835091 0.612190 0.740172 0.393463 -1.033502 -0.290278 -1.020567

Antenna 109: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 0.794073 0.340045 -0.878918 0.794073 -0.045965 -0.356912 -0.311930 -0.028627 0.258265

Antenna 109: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 1.084964 -0.735342 0.103254 -0.215338 1.084964 -0.732753 -0.452963 -0.286730 -0.539648

Antenna 109: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Temporal Variability 1.854382 0.565278 -0.990560 0.752447 0.793331 1.854382 -0.700674 1.274363 -0.495024

Antenna 109: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Temporal Discontinuties 4.132036 -0.415237 1.154458 0.333437 0.803908 -0.515048 -0.051364 4.132036 0.501268

Antenna 109: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Temporal Discontinuties 1.594097 0.207507 -1.395479 0.522784 0.156551 0.467607 -0.329551 -0.429207 1.594097

Antenna 109: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Temporal Discontinuties 1.456128 -0.749923 0.588695 0.180820 0.812174 -0.417933 -0.819227 1.456128 0.195629

Antenna 109: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape 0.959486 -0.763024 0.959486 -0.103191 0.355583 -0.678477 0.361199 0.490988 0.439564

Antenna 109: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 1.150407 0.445945 -0.898271 1.150407 0.394811 1.134557 -0.867756 -0.006513 -0.792197

Antenna 109: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Temporal Variability 1.162364 0.417380 -0.721976 0.983664 0.020255 1.162364 -1.093266 0.011804 -0.804363

Antenna 109: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 109: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Temporal Discontinuties 0.850318 0.307774 0.506203 -0.150362 -0.226576 -0.543180 -1.254363 0.185144 0.850318
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